Dataset statistics
| Number of variables | 21 |
|---|---|
| Number of observations | 55424 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 51 |
| Duplicate rows (%) | 0.1% |
| Total size in memory | 47.9 MiB |
| Average record size in memory | 906.2 B |
Variable types
| Categorical | 12 |
|---|---|
| Numeric | 6 |
| Boolean | 3 |
| Dataset has 51 (0.1%) duplicate rows | Duplicates |
vehicle_age is highly overall correlated with insurance_premium | High correlation |
insurance_premium is highly overall correlated with vehicle_age | High correlation |
direction is highly overall correlated with intersection | High correlation |
intersection is highly overall correlated with direction and 1 other fields | High correlation |
weather_1 is highly overall correlated with road_surface | High correlation |
primary_collision_factor is highly overall correlated with pcf_violation_category | High correlation |
pcf_violation_category is highly overall correlated with intersection and 1 other fields | High correlation |
road_surface is highly overall correlated with weather_1 | High correlation |
party_sobriety is highly overall correlated with party_drug_physical | High correlation |
party_drug_physical is highly overall correlated with party_sobriety | High correlation |
weather_1 is highly imbalanced (69.0%) | Imbalance |
primary_collision_factor is highly imbalanced (97.7%) | Imbalance |
road_surface is highly imbalanced (74.5%) | Imbalance |
road_condition_1 is highly imbalanced (90.9%) | Imbalance |
party_sobriety is highly imbalanced (70.1%) | Imbalance |
party_drug_physical is highly imbalanced (83.2%) | Imbalance |
cellphone_in_use is highly imbalanced (86.7%) | Imbalance |
vehicle_age has 2985 (5.4%) zeros | Zeros |
distance has 13334 (24.1%) zeros | Zeros |
collision_time has 1132 (2.0%) zeros | Zeros |
insurance_premium has 1129 (2.0%) zeros | Zeros |
Reproduction
| Analysis started | 2023-11-24 07:57:58.031851 |
|---|---|
| Analysis finished | 2023-11-24 07:58:13.247225 |
| Duration | 15.22 seconds |
| Software version | ydata-profiling vv4.6.1 |
| Download configuration | config.json |
vehicle_type
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.7 MiB |
| sedan | |
|---|---|
| coupe | |
| hatchback | 1579 |
| minivan | 909 |
| other | 36 |
Length
| Max length | 9 |
|---|---|
| Median length | 5 |
| Mean length | 5.1467595 |
| Min length | 5 |
Characters and Unicode
| Total characters | 285254 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | sedan |
|---|---|
| 2nd row | sedan |
| 3rd row | sedan |
| 4th row | sedan |
| 5th row | coupe |
Common Values
| Value | Count | Frequency (%) |
| sedan | 34837 | |
| coupe | 18063 | |
| hatchback | 1579 | 2.8% |
| minivan | 909 | 1.6% |
| other | 36 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| sedan | 34837 | |
| coupe | 18063 | |
| hatchback | 1579 | 2.8% |
| minivan | 909 | 1.6% |
| other | 36 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 52936 | |
| a | 38904 | |
| n | 36655 | |
| s | 34837 | |
| d | 34837 | |
| c | 21221 | |
| o | 18099 | 6.3% |
| p | 18063 | 6.3% |
| u | 18063 | 6.3% |
| h | 3194 | 1.1% |
| Other values (7) | 8445 | 3.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 285254 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 52936 | |
| a | 38904 | |
| n | 36655 | |
| s | 34837 | |
| d | 34837 | |
| c | 21221 | |
| o | 18099 | 6.3% |
| p | 18063 | 6.3% |
| u | 18063 | 6.3% |
| h | 3194 | 1.1% |
| Other values (7) | 8445 | 3.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 285254 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 52936 | |
| a | 38904 | |
| n | 36655 | |
| s | 34837 | |
| d | 34837 | |
| c | 21221 | |
| o | 18099 | 6.3% |
| p | 18063 | 6.3% |
| u | 18063 | 6.3% |
| h | 3194 | 1.1% |
| Other values (7) | 8445 | 3.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 285254 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 52936 | |
| a | 38904 | |
| n | 36655 | |
| s | 34837 | |
| d | 34837 | |
| c | 21221 | |
| o | 18099 | 6.3% |
| p | 18063 | 6.3% |
| u | 18063 | 6.3% |
| h | 3194 | 1.1% |
| Other values (7) | 8445 | 3.0% |
vehicle_transmission
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.7 MiB |
| manual | |
|---|---|
| auto | |
| not applicable | 853 |
Length
| Max length | 14 |
|---|---|
| Median length | 6 |
| Mean length | 5.2097647 |
| Min length | 4 |
Characters and Unicode
| Total characters | 288746 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | manual |
|---|---|
| 2nd row | manual |
| 3rd row | auto |
| 4th row | auto |
| 5th row | manual |
Common Values
| Value | Count | Frequency (%) |
| manual | 29260 | |
| auto | 25311 | |
| not applicable | 853 | 1.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| manual | 29260 | |
| auto | 25311 | |
| not | 853 | 1.5% |
| applicable | 853 | 1.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 85537 | |
| u | 54571 | |
| l | 30966 | 10.7% |
| n | 30113 | 10.4% |
| m | 29260 | 10.1% |
| t | 26164 | 9.1% |
| o | 26164 | 9.1% |
| p | 1706 | 0.6% |
| 853 | 0.3% | |
| i | 853 | 0.3% |
| Other values (3) | 2559 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 287893 | |
| Space Separator | 853 | 0.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 85537 | |
| u | 54571 | |
| l | 30966 | 10.8% |
| n | 30113 | 10.5% |
| m | 29260 | 10.2% |
| t | 26164 | 9.1% |
| o | 26164 | 9.1% |
| p | 1706 | 0.6% |
| i | 853 | 0.3% |
| c | 853 | 0.3% |
| Other values (2) | 1706 | 0.6% |
Space Separator
| Value | Count | Frequency (%) |
| 853 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 287893 | |
| Common | 853 | 0.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 85537 | |
| u | 54571 | |
| l | 30966 | 10.8% |
| n | 30113 | 10.5% |
| m | 29260 | 10.2% |
| t | 26164 | 9.1% |
| o | 26164 | 9.1% |
| p | 1706 | 0.6% |
| i | 853 | 0.3% |
| c | 853 | 0.3% |
| Other values (2) | 1706 | 0.6% |
Common
| Value | Count | Frequency (%) |
| 853 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 288746 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 85537 | |
| u | 54571 | |
| l | 30966 | 10.7% |
| n | 30113 | 10.4% |
| m | 29260 | 10.1% |
| t | 26164 | 9.1% |
| o | 26164 | 9.1% |
| p | 1706 | 0.6% |
| 853 | 0.3% | |
| i | 853 | 0.3% |
| Other values (3) | 2559 | 0.9% |
vehicle_age
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 19 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.8123557 |
| Minimum | 0 |
|---|---|
| Maximum | 19 |
| Zeros | 2985 |
| Zeros (%) | 5.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 866.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3 |
| median | 4 |
| Q3 | 7 |
| 95-th percentile | 11 |
| Maximum | 19 |
| Range | 19 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.0667019 |
|---|---|
| Coefficient of variation (CV) | 0.63725587 |
| Kurtosis | 0.018547115 |
| Mean | 4.8123557 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.73735524 |
| Sum | 266720 |
| Variance | 9.4046605 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=19)
| Value | Count | Frequency (%) |
| 3 | 12434 | |
| 4 | 7044 | |
| 2 | 6072 | |
| 5 | 5441 | |
| 6 | 3913 | 7.1% |
| 7 | 3806 | 6.9% |
| 8 | 3484 | 6.3% |
| 0 | 2985 | 5.4% |
| 9 | 2768 | 5.0% |
| 1 | 2437 | 4.4% |
| Other values (9) | 5040 |
| Value | Count | Frequency (%) |
| 0 | 2985 | 5.4% |
| 1 | 2437 | 4.4% |
| 2 | 6072 | |
| 3 | 12434 | |
| 4 | 7044 | |
| 5 | 5441 | |
| 6 | 3913 | 7.1% |
| 7 | 3806 | 6.9% |
| 8 | 3484 | 6.3% |
| 9 | 2768 | 5.0% |
| Value | Count | Frequency (%) |
| 19 | 1 | < 0.1% |
| 17 | 3 | < 0.1% |
| 16 | 7 | < 0.1% |
| 15 | 41 | 0.1% |
| 14 | 283 | 0.5% |
| 13 | 557 | 1.0% |
| 12 | 861 | 1.6% |
| 11 | 1350 | |
| 10 | 1937 | |
| 9 | 2768 |
county_city_location
Real number (ℝ)
| Distinct | 498 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2836.0159 |
| Minimum | 100 |
|---|---|
| Maximum | 5802 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 866.0 KiB |
Quantile statistics
| Minimum | 100 |
|---|---|
| 5-th percentile | 702 |
| Q1 | 1942 |
| median | 3008 |
| Q3 | 3701 |
| 95-th percentile | 5200 |
| Maximum | 5802 |
| Range | 5702 |
| Interquartile range (IQR) | 1759 |
Descriptive statistics
| Standard deviation | 1296.6935 |
|---|---|
| Coefficient of variation (CV) | 0.45722364 |
| Kurtosis | -0.4186666 |
| Mean | 2836.0159 |
| Median Absolute Deviation (MAD) | 1066 |
| Skewness | 0.10222305 |
| Sum | 1.5718334 × 108 |
| Variance | 1681414 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1942 | 7086 | 12.8% |
| 1900 | 2179 | 3.9% |
| 3711 | 1352 | 2.4% |
| 3400 | 1051 | 1.9% |
| 1500 | 923 | 1.7% |
| 3700 | 918 | 1.7% |
| 3300 | 909 | 1.6% |
| 3600 | 903 | 1.6% |
| 4313 | 879 | 1.6% |
| 3001 | 874 | 1.6% |
| Other values (488) | 38350 |
| Value | Count | Frequency (%) |
| 100 | 355 | |
| 101 | 58 | 0.1% |
| 102 | 16 | < 0.1% |
| 103 | 128 | 0.2% |
| 104 | 68 | 0.1% |
| 105 | 226 | |
| 106 | 153 | 0.3% |
| 107 | 94 | 0.2% |
| 108 | 38 | 0.1% |
| 109 | 496 |
| Value | Count | Frequency (%) |
| 5802 | 4 | < 0.1% |
| 5801 | 25 | < 0.1% |
| 5800 | 81 | |
| 5704 | 82 | |
| 5703 | 42 | 0.1% |
| 5702 | 3 | < 0.1% |
| 5701 | 49 | |
| 5700 | 107 | |
| 5690 | 44 | 0.1% |
| 5609 | 120 |
distance
Real number (ℝ)
ZEROS
| Distinct | 1773 |
|---|---|
| Distinct (%) | 3.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 688.58936 |
| Minimum | 0 |
|---|---|
| Maximum | 19536 |
| Zeros | 13334 |
| Zeros (%) | 24.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 866.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 5 |
| median | 120 |
| Q3 | 528 |
| 95-th percentile | 3100 |
| Maximum | 19536 |
| Range | 19536 |
| Interquartile range (IQR) | 523 |
Descriptive statistics
| Standard deviation | 1699.367 |
|---|---|
| Coefficient of variation (CV) | 2.4678962 |
| Kurtosis | 37.109808 |
| Mean | 688.58936 |
| Median Absolute Deviation (MAD) | 120 |
| Skewness | 5.3749897 |
| Sum | 38164377 |
| Variance | 2887848.3 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 13334 | |
| 100 | 1743 | 3.1% |
| 200 | 1509 | 2.7% |
| 1056 | 1380 | 2.5% |
| 528 | 1377 | 2.5% |
| 300 | 1298 | 2.3% |
| 500 | 1227 | 2.2% |
| 50 | 1223 | 2.2% |
| 1584 | 1051 | 1.9% |
| 2640 | 1001 | 1.8% |
| Other values (1763) | 30281 |
| Value | Count | Frequency (%) |
| 0 | 13334 | |
| 1 | 75 | 0.1% |
| 1.1 | 3 | < 0.1% |
| 1.17 | 2 | < 0.1% |
| 1.2 | 2 | < 0.1% |
| 1.3 | 2 | < 0.1% |
| 1.33 | 1 | < 0.1% |
| 1.4 | 3 | < 0.1% |
| 1.5 | 3 | < 0.1% |
| 1.8 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 19536 | 10 | |
| 19325 | 1 | < 0.1% |
| 19219 | 1 | < 0.1% |
| 19008 | 8 | |
| 18850 | 1 | < 0.1% |
| 18797 | 1 | < 0.1% |
| 18480 | 17 | |
| 18322 | 1 | < 0.1% |
| 18216 | 2 | < 0.1% |
| 17952 | 6 | < 0.1% |
direction
Categorical
HIGH CORRELATION
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.7 MiB |
| unknown | |
|---|---|
| north | |
| south | |
| west | |
| east |
Length
| Max length | 7 |
|---|---|
| Median length | 5 |
| Mean length | 5.1326321 |
| Min length | 4 |
Characters and Unicode
| Total characters | 284471 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | east |
|---|---|
| 2nd row | south |
| 3rd row | unknown |
| 4th row | east |
| 5th row | south |
Common Values
| Value | Count | Frequency (%) |
| unknown | 13134 | |
| north | 11757 | |
| south | 11616 | |
| west | 9571 | |
| east | 9346 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| unknown | 13134 | |
| north | 11757 | |
| south | 11616 | |
| west | 9571 | |
| east | 9346 |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 51159 | |
| t | 42290 | |
| o | 36507 | |
| s | 30533 | |
| u | 24750 | |
| h | 23373 | |
| w | 22705 | |
| e | 18917 | 6.6% |
| k | 13134 | 4.6% |
| r | 11757 | 4.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 284471 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 51159 | |
| t | 42290 | |
| o | 36507 | |
| s | 30533 | |
| u | 24750 | |
| h | 23373 | |
| w | 22705 | |
| e | 18917 | 6.6% |
| k | 13134 | 4.6% |
| r | 11757 | 4.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 284471 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 51159 | |
| t | 42290 | |
| o | 36507 | |
| s | 30533 | |
| u | 24750 | |
| h | 23373 | |
| w | 22705 | |
| e | 18917 | 6.6% |
| k | 13134 | 4.6% |
| r | 11757 | 4.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 284471 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 51159 | |
| t | 42290 | |
| o | 36507 | |
| s | 30533 | |
| u | 24750 | |
| h | 23373 | |
| w | 22705 | |
| e | 18917 | 6.6% |
| k | 13134 | 4.6% |
| r | 11757 | 4.1% |
intersection
Boolean
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 487.1 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 42902 | |
| True | 12522 | 22.6% |
weather_1
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.7 MiB |
| clear | |
|---|---|
| cloudy | |
| raining | 2162 |
| fog | 187 |
| unknown | 151 |
| Other values (3) | 187 |
Length
| Max length | 7 |
|---|---|
| Median length | 5 |
| Mean length | 5.2311093 |
| Min length | 3 |
Characters and Unicode
| Total characters | 289929 |
|---|---|
| Distinct characters | 18 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | clear |
|---|---|
| 2nd row | clear |
| 3rd row | clear |
| 4th row | clear |
| 5th row | clear |
Common Values
| Value | Count | Frequency (%) |
| clear | 44460 | |
| cloudy | 8277 | 14.9% |
| raining | 2162 | 3.9% |
| fog | 187 | 0.3% |
| unknown | 151 | 0.3% |
| snowing | 145 | 0.3% |
| other | 32 | 0.1% |
| wind | 10 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| clear | 44460 | |
| cloudy | 8277 | 14.9% |
| raining | 2162 | 3.9% |
| fog | 187 | 0.3% |
| unknown | 151 | 0.3% |
| snowing | 145 | 0.3% |
| other | 32 | 0.1% |
| wind | 10 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| c | 52737 | |
| l | 52737 | |
| r | 46654 | |
| a | 46622 | |
| e | 44492 | |
| o | 8792 | 3.0% |
| u | 8428 | 2.9% |
| d | 8287 | 2.9% |
| y | 8277 | 2.9% |
| n | 5077 | 1.8% |
| Other values (8) | 7826 | 2.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 289929 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| c | 52737 | |
| l | 52737 | |
| r | 46654 | |
| a | 46622 | |
| e | 44492 | |
| o | 8792 | 3.0% |
| u | 8428 | 2.9% |
| d | 8287 | 2.9% |
| y | 8277 | 2.9% |
| n | 5077 | 1.8% |
| Other values (8) | 7826 | 2.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 289929 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| c | 52737 | |
| l | 52737 | |
| r | 46654 | |
| a | 46622 | |
| e | 44492 | |
| o | 8792 | 3.0% |
| u | 8428 | 2.9% |
| d | 8287 | 2.9% |
| y | 8277 | 2.9% |
| n | 5077 | 1.8% |
| Other values (8) | 7826 | 2.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 289929 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| c | 52737 | |
| l | 52737 | |
| r | 46654 | |
| a | 46622 | |
| e | 44492 | |
| o | 8792 | 3.0% |
| u | 8428 | 2.9% |
| d | 8287 | 2.9% |
| y | 8277 | 2.9% |
| n | 5077 | 1.8% |
| Other values (8) | 7826 | 2.7% |
location_type
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.7 MiB |
| road | |
|---|---|
| highway | |
| ramp | |
| intersection | 1314 |
Length
| Max length | 12 |
|---|---|
| Median length | 4 |
| Mean length | 5.2835414 |
| Min length | 4 |
Characters and Unicode
| Total characters | 292835 |
|---|---|
| Distinct characters | 16 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | intersection |
|---|---|
| 2nd row | highway |
| 3rd row | road |
| 4th row | road |
| 5th row | highway |
Common Values
| Value | Count | Frequency (%) |
| road | 30751 | |
| highway | 20209 | |
| ramp | 3150 | 5.7% |
| intersection | 1314 | 2.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| road | 30751 | |
| highway | 20209 | |
| ramp | 3150 | 5.7% |
| intersection | 1314 | 2.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 54110 | |
| h | 40418 | |
| r | 35215 | |
| o | 32065 | |
| d | 30751 | |
| i | 22837 | |
| g | 20209 | 6.9% |
| w | 20209 | 6.9% |
| y | 20209 | 6.9% |
| m | 3150 | 1.1% |
| Other values (6) | 13662 | 4.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 292835 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 54110 | |
| h | 40418 | |
| r | 35215 | |
| o | 32065 | |
| d | 30751 | |
| i | 22837 | |
| g | 20209 | 6.9% |
| w | 20209 | 6.9% |
| y | 20209 | 6.9% |
| m | 3150 | 1.1% |
| Other values (6) | 13662 | 4.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 292835 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 54110 | |
| h | 40418 | |
| r | 35215 | |
| o | 32065 | |
| d | 30751 | |
| i | 22837 | |
| g | 20209 | 6.9% |
| w | 20209 | 6.9% |
| y | 20209 | 6.9% |
| m | 3150 | 1.1% |
| Other values (6) | 13662 | 4.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 292835 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 54110 | |
| h | 40418 | |
| r | 35215 | |
| o | 32065 | |
| d | 30751 | |
| i | 22837 | |
| g | 20209 | 6.9% |
| w | 20209 | 6.9% |
| y | 20209 | 6.9% |
| m | 3150 | 1.1% |
| Other values (6) | 13662 | 4.7% |
primary_collision_factor
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.6 MiB |
| vehicle code violation | |
|---|---|
| other improper driving | 209 |
| fell asleep | 1 |
Length
| Max length | 22 |
|---|---|
| Median length | 22 |
| Mean length | 21.999802 |
| Min length | 11 |
Characters and Unicode
| Total characters | 1219317 |
|---|---|
| Distinct characters | 18 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | vehicle code violation |
|---|---|
| 2nd row | vehicle code violation |
| 3rd row | vehicle code violation |
| 4th row | vehicle code violation |
| 5th row | vehicle code violation |
Common Values
| Value | Count | Frequency (%) |
| vehicle code violation | 55214 | |
| other improper driving | 209 | 0.4% |
| fell asleep | 1 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| vehicle | 55214 | |
| code | 55214 | |
| violation | 55214 | |
| other | 209 | 0.1% |
| improper | 209 | 0.1% |
| driving | 209 | 0.1% |
| fell | 1 | < 0.1% |
| asleep | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 166269 | |
| e | 166063 | |
| o | 166060 | |
| 110847 | ||
| v | 110637 | |
| l | 110431 | |
| c | 110428 | |
| n | 55423 | 4.5% |
| h | 55423 | 4.5% |
| d | 55423 | 4.5% |
| Other values (8) | 112313 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1108470 | |
| Space Separator | 110847 | 9.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| i | 166269 | |
| e | 166063 | |
| o | 166060 | |
| v | 110637 | |
| l | 110431 | |
| c | 110428 | |
| n | 55423 | 5.0% |
| h | 55423 | 5.0% |
| d | 55423 | 5.0% |
| t | 55423 | 5.0% |
| Other values (7) | 56890 | 5.1% |
Space Separator
| Value | Count | Frequency (%) |
| 110847 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1108470 | |
| Common | 110847 | 9.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| i | 166269 | |
| e | 166063 | |
| o | 166060 | |
| v | 110637 | |
| l | 110431 | |
| c | 110428 | |
| n | 55423 | 5.0% |
| h | 55423 | 5.0% |
| d | 55423 | 5.0% |
| t | 55423 | 5.0% |
| Other values (7) | 56890 | 5.1% |
Common
| Value | Count | Frequency (%) |
| 110847 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1219317 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| i | 166269 | |
| e | 166063 | |
| o | 166060 | |
| 110847 | ||
| v | 110637 | |
| l | 110431 | |
| c | 110428 | |
| n | 55423 | 4.5% |
| h | 55423 | 4.5% |
| d | 55423 | 4.5% |
| Other values (8) | 112313 |
pcf_violation_category
Categorical
HIGH CORRELATION
| Distinct | 21 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.2 MiB |
| speeding | |
|---|---|
| improper turning | |
| automobile right of way | |
| dui | |
| unsafe lane change | |
| Other values (16) |
Length
| Max length | 26 |
|---|---|
| Median length | 23 |
| Mean length | 14.001696 |
| Min length | 3 |
Characters and Unicode
| Total characters | 776030 |
|---|---|
| Distinct characters | 25 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | automobile right of way |
|---|---|
| 2nd row | speeding |
| 3rd row | automobile right of way |
| 4th row | automobile right of way |
| 5th row | improper turning |
Common Values
| Value | Count | Frequency (%) |
| speeding | 18477 | |
| improper turning | 8507 | |
| automobile right of way | 7397 | |
| dui | 6339 | 11.4% |
| unsafe lane change | 4431 | 8.0% |
| traffic signals and signs | 3217 | 5.8% |
| unsafe starting or backing | 1542 | 2.8% |
| wrong side of road | 1296 | 2.3% |
| following too closely | 1012 | 1.8% |
| pedestrian right of way | 953 | 1.7% |
| Other values (11) | 2253 | 4.1% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| speeding | 18477 | |
| of | 9646 | 8.0% |
| improper | 9255 | 7.7% |
| turning | 8507 | 7.1% |
| right | 8350 | 6.9% |
| way | 8350 | 6.9% |
| automobile | 7397 | 6.1% |
| dui | 6339 | 5.3% |
| unsafe | 5973 | 5.0% |
| change | 4431 | 3.7% |
| Other values (28) | 33633 |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 76799 | 9.9% |
| e | 73845 | 9.5% |
| n | 70026 | 9.0% |
| 64934 | 8.4% | |
| g | 52407 | 6.8% |
| a | 48092 | 6.2% |
| r | 47043 | 6.1% |
| o | 46356 | 6.0% |
| s | 43873 | 5.7% |
| p | 38678 | 5.0% |
| Other values (15) | 213977 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 711096 | |
| Space Separator | 64934 | 8.4% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| i | 76799 | |
| e | 73845 | |
| n | 70026 | 9.8% |
| g | 52407 | 7.4% |
| a | 48092 | 6.8% |
| r | 47043 | 6.6% |
| o | 46356 | 6.5% |
| s | 43873 | 6.2% |
| p | 38678 | 5.4% |
| t | 34195 | 4.8% |
| Other values (14) | 179782 |
Space Separator
| Value | Count | Frequency (%) |
| 64934 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 711096 | |
| Common | 64934 | 8.4% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| i | 76799 | |
| e | 73845 | |
| n | 70026 | 9.8% |
| g | 52407 | 7.4% |
| a | 48092 | 6.8% |
| r | 47043 | 6.6% |
| o | 46356 | 6.5% |
| s | 43873 | 6.2% |
| p | 38678 | 5.4% |
| t | 34195 | 4.8% |
| Other values (14) | 179782 |
Common
| Value | Count | Frequency (%) |
| 64934 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 776030 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| i | 76799 | 9.9% |
| e | 73845 | 9.5% |
| n | 70026 | 9.0% |
| 64934 | 8.4% | |
| g | 52407 | 6.8% |
| a | 48092 | 6.2% |
| r | 47043 | 6.1% |
| o | 46356 | 6.0% |
| s | 43873 | 5.7% |
| p | 38678 | 5.0% |
| Other values (15) | 213977 |
road_surface
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.6 MiB |
| dry | |
|---|---|
| wet | |
| snowy | 340 |
| slippery | 35 |
Length
| Max length | 8 |
|---|---|
| Median length | 3 |
| Mean length | 3.0154265 |
| Min length | 3 |
Characters and Unicode
| Total characters | 167127 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | dry |
|---|---|
| 2nd row | dry |
| 3rd row | dry |
| 4th row | dry |
| 5th row | dry |
Common Values
| Value | Count | Frequency (%) |
| dry | 49858 | |
| wet | 5191 | 9.4% |
| snowy | 340 | 0.6% |
| slippery | 35 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| dry | 49858 | |
| wet | 5191 | 9.4% |
| snowy | 340 | 0.6% |
| slippery | 35 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| y | 50233 | |
| r | 49893 | |
| d | 49858 | |
| w | 5531 | 3.3% |
| e | 5226 | 3.1% |
| t | 5191 | 3.1% |
| s | 375 | 0.2% |
| n | 340 | 0.2% |
| o | 340 | 0.2% |
| p | 70 | < 0.1% |
| Other values (2) | 70 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 167127 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| y | 50233 | |
| r | 49893 | |
| d | 49858 | |
| w | 5531 | 3.3% |
| e | 5226 | 3.1% |
| t | 5191 | 3.1% |
| s | 375 | 0.2% |
| n | 340 | 0.2% |
| o | 340 | 0.2% |
| p | 70 | < 0.1% |
| Other values (2) | 70 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 167127 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| y | 50233 | |
| r | 49893 | |
| d | 49858 | |
| w | 5531 | 3.3% |
| e | 5226 | 3.1% |
| t | 5191 | 3.1% |
| s | 375 | 0.2% |
| n | 340 | 0.2% |
| o | 340 | 0.2% |
| p | 70 | < 0.1% |
| Other values (2) | 70 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 167127 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| y | 50233 | |
| r | 49893 | |
| d | 49858 | |
| w | 5531 | 3.3% |
| e | 5226 | 3.1% |
| t | 5191 | 3.1% |
| s | 375 | 0.2% |
| n | 340 | 0.2% |
| o | 340 | 0.2% |
| p | 70 | < 0.1% |
| Other values (2) | 70 | < 0.1% |
road_condition_1
Categorical
IMBALANCE
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.8 MiB |
| normal | |
|---|---|
| construction | 950 |
| obstruction | 209 |
| holes | 206 |
| other | 205 |
| Other values (3) | 210 |
Length
| Max length | 14 |
|---|---|
| Median length | 6 |
| Mean length | 6.1389651 |
| Min length | 5 |
Characters and Unicode
| Total characters | 340246 |
|---|---|
| Distinct characters | 18 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | normal |
|---|---|
| 2nd row | construction |
| 3rd row | normal |
| 4th row | normal |
| 5th row | normal |
Common Values
| Value | Count | Frequency (%) |
| normal | 53644 | |
| construction | 950 | 1.7% |
| obstruction | 209 | 0.4% |
| holes | 206 | 0.4% |
| other | 205 | 0.4% |
| loose material | 108 | 0.2% |
| reduced width | 67 | 0.1% |
| flooded | 35 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| normal | 53644 | |
| construction | 950 | 1.7% |
| obstruction | 209 | 0.4% |
| holes | 206 | 0.4% |
| other | 205 | 0.4% |
| loose | 108 | 0.2% |
| material | 108 | 0.2% |
| reduced | 67 | 0.1% |
| width | 67 | 0.1% |
| flooded | 35 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 56659 | |
| n | 55753 | |
| r | 55183 | |
| l | 54101 | |
| a | 53860 | |
| m | 53752 | |
| t | 2698 | 0.8% |
| c | 2176 | 0.6% |
| s | 1473 | 0.4% |
| i | 1334 | 0.4% |
| Other values (8) | 3257 | 1.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 340071 | |
| Space Separator | 175 | 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 56659 | |
| n | 55753 | |
| r | 55183 | |
| l | 54101 | |
| a | 53860 | |
| m | 53752 | |
| t | 2698 | 0.8% |
| c | 2176 | 0.6% |
| s | 1473 | 0.4% |
| i | 1334 | 0.4% |
| Other values (7) | 3082 | 0.9% |
Space Separator
| Value | Count | Frequency (%) |
| 175 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 340071 | |
| Common | 175 | 0.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 56659 | |
| n | 55753 | |
| r | 55183 | |
| l | 54101 | |
| a | 53860 | |
| m | 53752 | |
| t | 2698 | 0.8% |
| c | 2176 | 0.6% |
| s | 1473 | 0.4% |
| i | 1334 | 0.4% |
| Other values (7) | 3082 | 0.9% |
Common
| Value | Count | Frequency (%) |
| 175 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 340246 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 56659 | |
| n | 55753 | |
| r | 55183 | |
| l | 54101 | |
| a | 53860 | |
| m | 53752 | |
| t | 2698 | 0.8% |
| c | 2176 | 0.6% |
| s | 1473 | 0.4% |
| i | 1334 | 0.4% |
| Other values (8) | 3257 | 1.0% |
lighting
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.1 MiB |
| daylight | |
|---|---|
| dark with street lights | |
| dark with no street lights | |
| dusk or dawn | 1731 |
| dark with street lights not functioning | 134 |
Length
| Max length | 39 |
|---|---|
| Median length | 8 |
| Mean length | 12.744479 |
| Min length | 8 |
Characters and Unicode
| Total characters | 706350 |
|---|---|
| Distinct characters | 19 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | daylight |
|---|---|
| 2nd row | dark with street lights |
| 3rd row | daylight |
| 4th row | dusk or dawn |
| 5th row | dusk or dawn |
Common Values
| Value | Count | Frequency (%) |
| daylight | 37733 | |
| dark with street lights | 10996 | 19.8% |
| dark with no street lights | 4830 | 8.7% |
| dusk or dawn | 1731 | 3.1% |
| dark with street lights not functioning | 134 | 0.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| daylight | 37733 | |
| dark | 15960 | |
| with | 15960 | |
| street | 15960 | |
| lights | 15960 | |
| no | 4830 | 4.3% |
| dusk | 1731 | 1.5% |
| or | 1731 | 1.5% |
| dawn | 1731 | 1.5% |
| not | 134 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 101841 | |
| i | 69921 | |
| h | 69653 | |
| d | 57155 | |
| 56440 | ||
| a | 55424 | |
| g | 53827 | |
| l | 53693 | |
| y | 37733 | 5.3% |
| s | 33651 | 4.8% |
| Other values (9) | 117012 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 649910 | |
| Space Separator | 56440 | 8.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| t | 101841 | |
| i | 69921 | |
| h | 69653 | |
| d | 57155 | |
| a | 55424 | |
| g | 53827 | |
| l | 53693 | |
| y | 37733 | 5.8% |
| s | 33651 | 5.2% |
| r | 33651 | 5.2% |
| Other values (8) | 83361 |
Space Separator
| Value | Count | Frequency (%) |
| 56440 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 649910 | |
| Common | 56440 | 8.0% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| t | 101841 | |
| i | 69921 | |
| h | 69653 | |
| d | 57155 | |
| a | 55424 | |
| g | 53827 | |
| l | 53693 | |
| y | 37733 | 5.8% |
| s | 33651 | 5.2% |
| r | 33651 | 5.2% |
| Other values (8) | 83361 |
Common
| Value | Count | Frequency (%) |
| 56440 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 706350 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| t | 101841 | |
| i | 69921 | |
| h | 69653 | |
| d | 57155 | |
| 56440 | ||
| a | 55424 | |
| g | 53827 | |
| l | 53693 | |
| y | 37733 | 5.3% |
| s | 33651 | 4.8% |
| Other values (9) | 117012 |
collision_time
Real number (ℝ)
ZEROS
| Distinct | 24 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.278995 |
| Minimum | 0 |
|---|---|
| Maximum | 23 |
| Zeros | 1132 |
| Zeros (%) | 2.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 866.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 10 |
| median | 14 |
| Q3 | 17 |
| 95-th percentile | 22 |
| Maximum | 23 |
| Range | 23 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 5.545515 |
|---|---|
| Coefficient of variation (CV) | 0.41761557 |
| Kurtosis | -0.30864422 |
| Mean | 13.278995 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | -0.49874449 |
| Sum | 735975 |
| Variance | 30.752736 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 15 | 4814 | 8.7% |
| 17 | 4221 | 7.6% |
| 16 | 4082 | 7.4% |
| 14 | 4028 | 7.3% |
| 18 | 3663 | 6.6% |
| 13 | 3490 | 6.3% |
| 12 | 3276 | 5.9% |
| 11 | 2790 | 5.0% |
| 7 | 2598 | 4.7% |
| 19 | 2523 | 4.6% |
| Other values (14) | 19939 |
| Value | Count | Frequency (%) |
| 0 | 1132 | |
| 1 | 1110 | |
| 2 | 1157 | |
| 3 | 708 | 1.3% |
| 4 | 472 | 0.9% |
| 5 | 680 | 1.2% |
| 6 | 1118 | |
| 7 | 2598 | |
| 8 | 2505 | |
| 9 | 2014 |
| Value | Count | Frequency (%) |
| 23 | 1337 | 2.4% |
| 22 | 1528 | 2.8% |
| 21 | 1848 | 3.3% |
| 20 | 2069 | |
| 19 | 2523 | |
| 18 | 3663 | |
| 17 | 4221 | |
| 16 | 4082 | |
| 15 | 4814 | |
| 14 | 4028 |
at_fault
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 487.1 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 28211 | |
| False | 27213 |
insurance_premium
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 103 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36.587994 |
| Minimum | 0 |
|---|---|
| Maximum | 102 |
| Zeros | 1129 |
| Zeros (%) | 2.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 866.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 17 |
| Q1 | 23 |
| median | 33 |
| Q3 | 48 |
| 95-th percentile | 68 |
| Maximum | 102 |
| Range | 102 |
| Interquartile range (IQR) | 25 |
Descriptive statistics
| Standard deviation | 17.140496 |
|---|---|
| Coefficient of variation (CV) | 0.46847323 |
| Kurtosis | 0.042619936 |
| Mean | 36.587994 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | 0.60946182 |
| Sum | 2027853 |
| Variance | 293.7966 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 19 | 2108 | 3.8% |
| 21 | 2069 | 3.7% |
| 20 | 2047 | 3.7% |
| 22 | 1891 | 3.4% |
| 18 | 1809 | 3.3% |
| 23 | 1759 | 3.2% |
| 24 | 1652 | 3.0% |
| 25 | 1515 | 2.7% |
| 26 | 1477 | 2.7% |
| 27 | 1349 | 2.4% |
| Other values (93) | 37748 |
| Value | Count | Frequency (%) |
| 0 | 1129 | |
| 1 | 7 | < 0.1% |
| 2 | 12 | < 0.1% |
| 3 | 9 | < 0.1% |
| 4 | 13 | < 0.1% |
| 5 | 17 | < 0.1% |
| 6 | 11 | < 0.1% |
| 7 | 21 | < 0.1% |
| 8 | 12 | < 0.1% |
| 9 | 22 | < 0.1% |
| Value | Count | Frequency (%) |
| 102 | 1 | < 0.1% |
| 101 | 1 | < 0.1% |
| 100 | 1 | < 0.1% |
| 99 | 3 | < 0.1% |
| 98 | 2 | < 0.1% |
| 97 | 3 | < 0.1% |
| 96 | 5 | < 0.1% |
| 95 | 5 | < 0.1% |
| 94 | 3 | < 0.1% |
| 93 | 13 |
party_sobriety
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.6 MiB |
| had not been drinking | |
|---|---|
| had been drinking, under influence | 4458 |
| impairment unknown | 1239 |
| not applicable | 677 |
| had been drinking, not under influence | 569 |
Length
| Max length | 38 |
|---|---|
| Median length | 21 |
| Mean length | 22.147283 |
| Min length | 14 |
Characters and Unicode
| Total characters | 1227491 |
|---|---|
| Distinct characters | 21 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | had not been drinking |
|---|---|
| 2nd row | had been drinking, under influence |
| 3rd row | had not been drinking |
| 4th row | had not been drinking |
| 5th row | impairment unknown |
Common Values
| Value | Count | Frequency (%) |
| had not been drinking | 48205 | |
| had been drinking, under influence | 4458 | 8.0% |
| impairment unknown | 1239 | 2.2% |
| not applicable | 677 | 1.2% |
| had been drinking, not under influence | 569 | 1.0% |
| had been drinking, impairment unknown | 276 | 0.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| had | 53508 | |
| been | 53508 | |
| drinking | 53508 | |
| not | 49451 | |
| under | 5027 | 2.2% |
| influence | 5027 | 2.2% |
| impairment | 1515 | 0.7% |
| unknown | 1515 | 0.7% |
| applicable | 677 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 231116 | |
| 168312 | ||
| e | 124289 | |
| i | 115750 | |
| d | 112043 | |
| r | 60050 | 4.9% |
| a | 56377 | 4.6% |
| k | 55023 | 4.5% |
| b | 54185 | 4.4% |
| g | 53508 | 4.4% |
| Other values (11) | 196838 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1053876 | |
| Space Separator | 168312 | 13.7% |
| Other Punctuation | 5303 | 0.4% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 231116 | |
| e | 124289 | |
| i | 115750 | |
| d | 112043 | |
| r | 60050 | 5.7% |
| a | 56377 | 5.3% |
| k | 55023 | 5.2% |
| b | 54185 | 5.1% |
| g | 53508 | 5.1% |
| h | 53508 | 5.1% |
| Other values (9) | 138027 |
Space Separator
| Value | Count | Frequency (%) |
| 168312 |
Other Punctuation
| Value | Count | Frequency (%) |
| , | 5303 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1053876 | |
| Common | 173615 | 14.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 231116 | |
| e | 124289 | |
| i | 115750 | |
| d | 112043 | |
| r | 60050 | 5.7% |
| a | 56377 | 5.3% |
| k | 55023 | 5.2% |
| b | 54185 | 5.1% |
| g | 53508 | 5.1% |
| h | 53508 | 5.1% |
| Other values (9) | 138027 |
Common
| Value | Count | Frequency (%) |
| 168312 | ||
| , | 5303 | 3.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1227491 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 231116 | |
| 168312 | ||
| e | 124289 | |
| i | 115750 | |
| d | 112043 | |
| r | 60050 | 4.9% |
| a | 56377 | 4.6% |
| k | 55023 | 4.5% |
| b | 54185 | 4.4% |
| g | 53508 | 4.4% |
| Other values (11) | 196838 |
party_drug_physical
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.9 MiB |
| no drugs | |
|---|---|
| G | 1239 |
| under drug influence | 864 |
| not applicable | 677 |
| sleepy/fatigued | 369 |
Length
| Max length | 21 |
|---|---|
| Median length | 8 |
| Mean length | 8.163846 |
| Min length | 1 |
Characters and Unicode
| Total characters | 452473 |
|---|---|
| Distinct characters | 23 |
| Distinct categories | 5 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | no drugs |
|---|---|
| 2nd row | no drugs |
| 3rd row | no drugs |
| 4th row | no drugs |
| 5th row | G |
Common Values
| Value | Count | Frequency (%) |
| no drugs | 52218 | |
| G | 1239 | 2.2% |
| under drug influence | 864 | 1.6% |
| not applicable | 677 | 1.2% |
| sleepy/fatigued | 369 | 0.7% |
| impairment - physical | 57 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 52218 | |
| drugs | 52218 | |
| g | 1239 | 1.1% |
| under | 864 | 0.8% |
| drug | 864 | 0.8% |
| influence | 864 | 0.8% |
| not | 677 | 0.6% |
| applicable | 677 | 0.6% |
| sleepy/fatigued | 369 | 0.3% |
| impairment | 57 | 0.1% |
| Other values (2) | 114 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 55544 | |
| u | 55179 | |
| 54737 | ||
| d | 54315 | |
| r | 54003 | |
| g | 53451 | |
| o | 52895 | |
| s | 52644 | |
| e | 4433 | 1.0% |
| l | 2644 | 0.6% |
| Other values (13) | 12628 | 2.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 396071 | |
| Space Separator | 54737 | 12.1% |
| Uppercase Letter | 1239 | 0.3% |
| Other Punctuation | 369 | 0.1% |
| Dash Punctuation | 57 | < 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 55544 | |
| u | 55179 | |
| d | 54315 | |
| r | 54003 | |
| g | 53451 | |
| o | 52895 | |
| s | 52644 | |
| e | 4433 | 1.1% |
| l | 2644 | 0.7% |
| i | 2081 | 0.5% |
| Other values (9) | 8882 | 2.2% |
Space Separator
| Value | Count | Frequency (%) |
| 54737 |
Uppercase Letter
| Value | Count | Frequency (%) |
| G | 1239 |
Other Punctuation
| Value | Count | Frequency (%) |
| / | 369 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 57 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 397310 | |
| Common | 55163 | 12.2% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 55544 | |
| u | 55179 | |
| d | 54315 | |
| r | 54003 | |
| g | 53451 | |
| o | 52895 | |
| s | 52644 | |
| e | 4433 | 1.1% |
| l | 2644 | 0.7% |
| i | 2081 | 0.5% |
| Other values (10) | 10121 | 2.5% |
Common
| Value | Count | Frequency (%) |
| 54737 | ||
| / | 369 | 0.7% |
| - | 57 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 452473 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 55544 | |
| u | 55179 | |
| 54737 | ||
| d | 54315 | |
| r | 54003 | |
| g | 53451 | |
| o | 52895 | |
| s | 52644 | |
| e | 4433 | 1.0% |
| l | 2644 | 0.6% |
| Other values (13) | 12628 | 2.8% |
cellphone_in_use
Boolean
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 487.1 KiB |
| False | |
|---|---|
| True | 1028 |
| Value | Count | Frequency (%) |
| False | 54396 | |
| True | 1028 | 1.9% |
month
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.2244154 |
| Minimum | 1 |
|---|---|
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 649.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 6 |
| Maximum | 12 |
| Range | 11 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.8118304 |
|---|---|
| Coefficient of variation (CV) | 0.56190975 |
| Kurtosis | 3.3055255 |
| Mean | 3.2244154 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.2313921 |
| Sum | 178710 |
| Variance | 3.2827296 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 3 | 11334 | |
| 1 | 10744 | |
| 4 | 10626 | |
| 2 | 10239 | |
| 5 | 9456 | |
| 6 | 1289 | 2.3% |
| 8 | 373 | 0.7% |
| 7 | 332 | 0.6% |
| 9 | 319 | 0.6% |
| 10 | 253 | 0.5% |
| Other values (2) | 459 | 0.8% |
| Value | Count | Frequency (%) |
| 1 | 10744 | |
| 2 | 10239 | |
| 3 | 11334 | |
| 4 | 10626 | |
| 5 | 9456 | |
| 6 | 1289 | 2.3% |
| 7 | 332 | 0.6% |
| 8 | 373 | 0.7% |
| 9 | 319 | 0.6% |
| 10 | 253 | 0.5% |
| Value | Count | Frequency (%) |
| 12 | 210 | 0.4% |
| 11 | 249 | 0.4% |
| 10 | 253 | 0.5% |
| 9 | 319 | 0.6% |
| 8 | 373 | 0.7% |
| 7 | 332 | 0.6% |
| 6 | 1289 | 2.3% |
| 5 | 9456 | |
| 4 | 10626 | |
| 3 | 11334 |
| vehicle_age | county_city_location | distance | collision_time | insurance_premium | month | vehicle_type | vehicle_transmission | direction | intersection | weather_1 | location_type | primary_collision_factor | pcf_violation_category | road_surface | road_condition_1 | lighting | at_fault | party_sobriety | party_drug_physical | cellphone_in_use | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| vehicle_age | 1.000 | -0.003 | 0.036 | -0.018 | 0.560 | 0.021 | 0.148 | 0.059 | 0.022 | 0.045 | 0.009 | 0.049 | 0.000 | 0.051 | 0.019 | 0.000 | 0.081 | 0.134 | 0.062 | 0.032 | 0.016 |
| county_city_location | -0.003 | 1.000 | 0.038 | 0.001 | 0.007 | 0.012 | 0.130 | 0.099 | 0.196 | 0.235 | 0.165 | 0.257 | 0.029 | 0.106 | 0.246 | 0.116 | 0.154 | 0.137 | 0.099 | 0.081 | 0.357 |
| distance | 0.036 | 0.038 | 1.000 | -0.040 | 0.005 | 0.037 | 0.043 | 0.028 | 0.088 | 0.172 | 0.030 | 0.154 | 0.000 | 0.068 | 0.056 | 0.028 | 0.093 | 0.091 | 0.016 | 0.033 | 0.006 |
| collision_time | -0.018 | 0.001 | -0.040 | 1.000 | -0.021 | 0.001 | 0.064 | 0.068 | 0.032 | 0.063 | 0.050 | 0.047 | 0.010 | 0.147 | 0.045 | 0.023 | 0.455 | 0.147 | 0.202 | 0.069 | 0.010 |
| insurance_premium | 0.560 | 0.007 | 0.005 | -0.021 | 1.000 | 0.012 | 0.109 | 0.050 | 0.024 | 0.050 | 0.012 | 0.058 | 0.013 | 0.063 | 0.018 | 0.007 | 0.076 | 0.178 | 0.231 | 0.223 | 0.012 |
| month | 0.021 | 0.012 | 0.037 | 0.001 | 0.012 | 1.000 | 0.070 | 0.044 | 0.016 | 0.029 | 0.075 | 0.028 | 0.034 | 0.043 | 0.105 | 0.018 | 0.080 | 0.024 | 0.043 | 0.093 | 0.013 |
| vehicle_type | 0.148 | 0.130 | 0.043 | 0.064 | 0.109 | 0.070 | 1.000 | 0.118 | 0.065 | 0.124 | 0.024 | 0.108 | 0.014 | 0.371 | 0.024 | 0.017 | 0.047 | 0.273 | 0.105 | 0.076 | 0.010 |
| vehicle_transmission | 0.059 | 0.099 | 0.028 | 0.068 | 0.050 | 0.044 | 0.118 | 1.000 | 0.034 | 0.047 | 0.009 | 0.038 | 0.012 | 0.072 | 0.009 | 0.000 | 0.041 | 0.078 | 0.082 | 0.049 | 0.009 |
| direction | 0.022 | 0.196 | 0.088 | 0.032 | 0.024 | 0.016 | 0.065 | 0.034 | 1.000 | 0.967 | 0.025 | 0.261 | 0.002 | 0.309 | 0.034 | 0.033 | 0.064 | 0.072 | 0.031 | 0.019 | 0.017 |
| intersection | 0.045 | 0.235 | 0.172 | 0.063 | 0.050 | 0.029 | 0.124 | 0.047 | 0.967 | 1.000 | 0.038 | 0.438 | 0.006 | 0.625 | 0.050 | 0.054 | 0.126 | 0.073 | 0.066 | 0.037 | 0.015 |
| weather_1 | 0.009 | 0.165 | 0.030 | 0.050 | 0.012 | 0.075 | 0.024 | 0.009 | 0.025 | 0.038 | 1.000 | 0.041 | 0.009 | 0.036 | 0.536 | 0.051 | 0.038 | 0.052 | 0.014 | 0.014 | 0.021 |
| location_type | 0.049 | 0.257 | 0.154 | 0.047 | 0.058 | 0.028 | 0.108 | 0.038 | 0.261 | 0.438 | 0.041 | 1.000 | 0.025 | 0.282 | 0.051 | 0.066 | 0.098 | 0.029 | 0.057 | 0.049 | 0.021 |
| primary_collision_factor | 0.000 | 0.029 | 0.000 | 0.010 | 0.013 | 0.034 | 0.014 | 0.012 | 0.002 | 0.006 | 0.009 | 0.025 | 1.000 | 1.000 | 0.017 | 0.010 | 0.008 | 0.004 | 0.016 | 0.022 | 0.000 |
| pcf_violation_category | 0.051 | 0.106 | 0.068 | 0.147 | 0.063 | 0.043 | 0.371 | 0.072 | 0.309 | 0.625 | 0.036 | 0.282 | 1.000 | 1.000 | 0.068 | 0.037 | 0.181 | 0.251 | 0.327 | 0.109 | 0.022 |
| road_surface | 0.019 | 0.246 | 0.056 | 0.045 | 0.018 | 0.105 | 0.024 | 0.009 | 0.034 | 0.050 | 0.536 | 0.051 | 0.017 | 0.068 | 1.000 | 0.107 | 0.035 | 0.066 | 0.009 | 0.010 | 0.019 |
| road_condition_1 | 0.000 | 0.116 | 0.028 | 0.023 | 0.007 | 0.018 | 0.017 | 0.000 | 0.033 | 0.054 | 0.051 | 0.066 | 0.010 | 0.037 | 0.107 | 1.000 | 0.028 | 0.025 | 0.010 | 0.010 | 0.007 |
| lighting | 0.081 | 0.154 | 0.093 | 0.455 | 0.076 | 0.080 | 0.047 | 0.041 | 0.064 | 0.126 | 0.038 | 0.098 | 0.008 | 0.181 | 0.035 | 0.028 | 1.000 | 0.099 | 0.169 | 0.052 | 0.006 |
| at_fault | 0.134 | 0.137 | 0.091 | 0.147 | 0.178 | 0.024 | 0.273 | 0.078 | 0.072 | 0.073 | 0.052 | 0.029 | 0.004 | 0.251 | 0.066 | 0.025 | 0.099 | 1.000 | 0.297 | 0.169 | 0.009 |
| party_sobriety | 0.062 | 0.099 | 0.016 | 0.202 | 0.231 | 0.043 | 0.105 | 0.082 | 0.031 | 0.066 | 0.014 | 0.057 | 0.016 | 0.327 | 0.009 | 0.010 | 0.169 | 0.297 | 1.000 | 0.634 | 0.021 |
| party_drug_physical | 0.032 | 0.081 | 0.033 | 0.069 | 0.223 | 0.093 | 0.076 | 0.049 | 0.019 | 0.037 | 0.014 | 0.049 | 0.022 | 0.109 | 0.010 | 0.010 | 0.052 | 0.169 | 0.634 | 1.000 | 0.009 |
| cellphone_in_use | 0.016 | 0.357 | 0.006 | 0.010 | 0.012 | 0.013 | 0.010 | 0.009 | 0.017 | 0.015 | 0.021 | 0.021 | 0.000 | 0.022 | 0.019 | 0.007 | 0.006 | 0.009 | 0.021 | 0.009 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| vehicle_type | vehicle_transmission | vehicle_age | county_city_location | distance | direction | intersection | weather_1 | location_type | primary_collision_factor | pcf_violation_category | road_surface | road_condition_1 | lighting | collision_time | at_fault | insurance_premium | party_sobriety | party_drug_physical | cellphone_in_use | month | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | sedan | manual | 3.0 | 1000 | 20.0 | east | False | clear | intersection | vehicle code violation | automobile right of way | dry | normal | daylight | 15 | False | 20.0 | had not been drinking | no drugs | False | 1 |
| 1 | sedan | manual | 6.0 | 1964 | 100.0 | south | False | clear | highway | vehicle code violation | speeding | dry | construction | dark with street lights | 1 | False | 33.0 | had been drinking, under influence | no drugs | False | 2 |
| 2 | sedan | auto | 2.0 | 3711 | 0.0 | unknown | True | clear | road | vehicle code violation | automobile right of way | dry | normal | daylight | 14 | False | 64.0 | had not been drinking | no drugs | False | 1 |
| 3 | sedan | auto | 2.0 | 1920 | 150.0 | east | False | clear | road | vehicle code violation | automobile right of way | dry | normal | dusk or dawn | 17 | False | 32.0 | had not been drinking | no drugs | False | 1 |
| 4 | coupe | manual | 2.0 | 3900 | 500.0 | south | False | clear | highway | vehicle code violation | improper turning | dry | normal | dusk or dawn | 17 | True | 18.0 | impairment unknown | G | False | 1 |
| 5 | sedan | auto | 15.0 | 3300 | 0.0 | unknown | True | clear | road | vehicle code violation | automobile right of way | dry | normal | daylight | 13 | True | 65.0 | had not been drinking | no drugs | False | 1 |
| 6 | sedan | auto | 8.0 | 3300 | 0.0 | unknown | True | clear | road | vehicle code violation | automobile right of way | dry | normal | daylight | 13 | False | 53.0 | had not been drinking | no drugs | False | 1 |
| 7 | sedan | manual | 0.0 | 0700 | 50.0 | west | False | clear | road | vehicle code violation | speeding | dry | normal | daylight | 15 | False | 40.0 | had not been drinking | no drugs | False | 1 |
| 8 | sedan | manual | 8.0 | 3905 | 200.0 | north | False | clear | intersection | vehicle code violation | dui | dry | normal | dark with no street lights | 19 | False | 51.0 | had not been drinking | no drugs | False | 1 |
| 9 | sedan | auto | 0.0 | 3607 | 0.0 | unknown | True | cloudy | road | vehicle code violation | speeding | dry | normal | daylight | 16 | False | 24.0 | had not been drinking | no drugs | False | 2 |
| vehicle_type | vehicle_transmission | vehicle_age | county_city_location | distance | direction | intersection | weather_1 | location_type | primary_collision_factor | pcf_violation_category | road_surface | road_condition_1 | lighting | collision_time | at_fault | insurance_premium | party_sobriety | party_drug_physical | cellphone_in_use | month | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55606 | coupe | manual | 6.0 | 0712 | 0.0 | unknown | True | clear | road | vehicle code violation | unsafe lane change | dry | normal | daylight | 11 | False | 43.0 | had not been drinking | no drugs | False | 5 |
| 55607 | coupe | manual | 3.0 | 1976 | 75.0 | south | False | raining | highway | vehicle code violation | improper turning | wet | normal | dark with street lights | 4 | True | 24.0 | had been drinking, impairment unknown | no drugs | False | 3 |
| 55608 | sedan | auto | 3.0 | 5606 | 178.0 | north | False | cloudy | road | vehicle code violation | improper turning | dry | normal | daylight | 7 | True | 63.0 | had not been drinking | no drugs | False | 4 |
| 55609 | sedan | manual | 3.0 | 1900 | 26.0 | south | False | clear | road | vehicle code violation | improper turning | dry | normal | daylight | 11 | True | 63.0 | had not been drinking | no drugs | False | 3 |
| 55610 | sedan | auto | 6.0 | 5701 | 0.0 | unknown | True | raining | road | vehicle code violation | dui | wet | normal | dark with street lights | 19 | False | 38.0 | had not been drinking | no drugs | False | 1 |
| 55611 | sedan | manual | 2.0 | 3700 | 38.0 | east | False | clear | road | vehicle code violation | speeding | dry | normal | daylight | 7 | False | 53.0 | had not been drinking | no drugs | False | 4 |
| 55612 | coupe | manual | 3.0 | 1955 | 132.0 | south | False | clear | road | vehicle code violation | improper turning | dry | normal | daylight | 12 | True | 18.0 | had been drinking, not under influence | no drugs | False | 3 |
| 55613 | sedan | manual | 2.0 | 0791 | 7235.0 | south | False | clear | highway | vehicle code violation | unsafe lane change | dry | normal | daylight | 7 | True | 21.0 | had not been drinking | no drugs | False | 5 |
| 55614 | sedan | manual | 3.0 | 1942 | 300.0 | south | False | raining | highway | vehicle code violation | speeding | wet | normal | daylight | 12 | True | 29.0 | had not been drinking | no drugs | False | 3 |
| 55615 | sedan | manual | 3.0 | 3713 | 31.0 | south | False | clear | road | vehicle code violation | following too closely | dry | normal | daylight | 16 | True | 42.0 | had not been drinking | no drugs | False | 4 |
Most frequently occurring
| vehicle_type | vehicle_transmission | vehicle_age | county_city_location | distance | direction | intersection | weather_1 | location_type | primary_collision_factor | pcf_violation_category | road_surface | road_condition_1 | lighting | collision_time | at_fault | insurance_premium | party_sobriety | party_drug_physical | cellphone_in_use | month | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 19 | hatchback | auto | 2.0 | 3711 | 0.0 | unknown | True | clear | road | vehicle code violation | pedestrian right of way | dry | normal | daylight | 15 | False | 17.0 | had not been drinking | no drugs | False | 1 | 3 |
| 0 | coupe | auto | 3.0 | 1942 | 0.0 | unknown | True | clear | road | vehicle code violation | automobile right of way | dry | normal | dark with street lights | 20 | False | 21.0 | had not been drinking | no drugs | False | 4 | 2 |
| 1 | coupe | auto | 3.0 | 1942 | 0.0 | unknown | True | clear | road | vehicle code violation | traffic signals and signs | dry | normal | dark with street lights | 21 | False | 23.0 | had not been drinking | no drugs | False | 4 | 2 |
| 2 | coupe | auto | 3.0 | 1953 | 700.0 | west | False | clear | highway | vehicle code violation | speeding | dry | normal | daylight | 14 | False | 24.0 | had not been drinking | no drugs | False | 5 | 2 |
| 3 | coupe | auto | 3.0 | 3711 | 27.0 | south | False | clear | road | vehicle code violation | speeding | dry | normal | daylight | 16 | True | 23.0 | had not been drinking | no drugs | False | 2 | 2 |
| 4 | coupe | auto | 5.0 | 3019 | 20.0 | east | False | cloudy | road | vehicle code violation | dui | wet | normal | dark with street lights | 4 | False | 37.0 | had not been drinking | no drugs | False | 1 | 2 |
| 5 | coupe | auto | 5.0 | 4200 | 1056.0 | north | False | clear | highway | vehicle code violation | speeding | dry | normal | dark with no street lights | 4 | False | 33.0 | had not been drinking | no drugs | False | 5 | 2 |
| 6 | coupe | auto | 6.0 | 5600 | 26.0 | east | False | clear | highway | vehicle code violation | speeding | dry | normal | dark with no street lights | 17 | False | 42.0 | had not been drinking | no drugs | False | 1 | 2 |
| 7 | coupe | auto | 7.0 | 1920 | 0.0 | unknown | True | clear | road | vehicle code violation | traffic signals and signs | dry | normal | daylight | 9 | False | 48.0 | had not been drinking | no drugs | False | 3 | 2 |
| 8 | coupe | auto | 9.0 | 0105 | 457.0 | north | False | cloudy | highway | vehicle code violation | speeding | dry | normal | daylight | 15 | False | 60.0 | had not been drinking | no drugs | False | 3 | 2 |